Camouflaged Object Segmentation on OVCamo
66.8cSmCOCUS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| COCUSVLM=Our Fine-Tuned CLIP, Train Set=OVCamo [36], Finetune=–2025.06 | 66.8 | 61.5 | 0.265 | 63.1 | 0.697 | 56.8 | |
| OVCoserVLM=CLIP-ConvNeXt-L [9], Train Set=OVCamo [36], Finetune=–2025.06 | 57.9 | 49 | 0.336 | 52 | 0.616 | 44.3 | |
| SANVLM=CLIP-ViT-L/14 [37], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 32.1 | 21.6 | 0.55 | 23.6 | 0.331 | 20.4 | |
| CAT-SegVLM=CLIP-ViT-L/14 [37], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 18.5 | 9.4 | 0.702 | 11 | 0.185 | 8.8 | |
| ODISEVLM=CLIP-ViT-L/14 [37], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 18.2 | 12.5 | 0.691 | 21.9 | 0.309 | 18.9 | |
| OVSegVLM=CLIP-ViT-L/14 [37], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 16.4 | 13.1 | 0.763 | 14.7 | 0.208 | 12.3 | |
| FC-CLIPVLM=CLIP-ConvNeXt-L [9], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 12.4 | 7.4 | 0.798 | 8.8 | 0.162 | 7.2 | |
| SimSegVLM=CLIP-ViT-B/16 [37], Train Set=COCO-Stuff [4], Finetune=OVCamo [36]2025.06 | 9.8 | 7.1 | 0.852 | 8.1 | 0.128 | 0 |